{"id":"W4238007288","doi":"10.1002/essoar.10507260.1","title":"Surface salinity under transitioning ice cover in the Canada Basin: Climate model biases linked to vertical 2 distribution of freshwater","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; McGill University; University of Manitoba","funders":"","keywords":"Salinity; Distribution (mathematics); World Wide Web; Geology; Computer science; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005814105,0.0006601246,0.0004291197,0.0003938529,0.001016405,0.001621571,0.001127958,0.0008973633,0.001514235],"category_scores_gemma":[0.002363705,0.0003375789,0.0007867725,0.0006817796,0.0009375557,0.0005769152,0.0006824778,0.0007054661,0.0001267862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01167553,"about_ca_system_score_gemma":0.01100608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9625223,"about_ca_topic_score_gemma":0.9447086,"domain_scores_codex":[0.999803,0.00004007571,0.000008096152,0.00004681939,0.00002892844,0.00007303707],"domain_scores_gemma":[0.9992842,0.0002164353,0.00006961526,0.00005009758,0.0002342561,0.0001455539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004806654,0.0001914268,0.2734334,0.00008014269,0.0003111351,0.0001914789,0.0002657229,0.7135583,0.002604269,0.00172704,0.003400025,0.003756458],"study_design_scores_gemma":[0.0002634982,0.00007792335,0.1787242,0.00004824833,0.0001203053,0.00003294212,0.0005631135,0.8161316,0.001584456,0.0005917734,0.001784329,0.00007767702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961717,0.0001097359,0.0001817957,0.0002619836,0.00001225788,0.00001109469,0.001362408,0.00004812432,0.001841044],"genre_scores_gemma":[0.9981211,0.00008466904,0.0002069832,0.00004568493,0.000003083587,0.000005683377,0.001107838,0.00001937442,0.000405613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03747773,"threshold_uncertainty_score":0.08471221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03042870066233524,"score_gpt":0.23850060880511,"score_spread":0.2080719081427747,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}